{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73312d87",
   "metadata": {},
   "source": [
    "# Summarizing Time Series Data with Snippets"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e88f834",
   "metadata": {},
   "source": [
    "This tutorial is adapted from the [Matrix Profile XIII](https://www.cs.ucr.edu/~eamonn/Time_Series_Snippets_10pages.pdf) paper and replicates Figures 7,8 and 13.\n",
    "\n",
    "One of common analysis query on a data is \"Show me some representative/typical data\". Sometimes, it is useful to summarize a time series into a few representative patterns (snippets) as it can be visualized more easily and some new insights might be discovered. \n",
    "\n",
    "For instance, let's consider a simple problem: ?\n",
    "\n",
    "The \"snippet-finder\" algorithm proposed in the paper can be utilized to summarize a time series into a user-defined number of snippets. \n",
    "\n",
    "To demonstrate the usefulness of Snippets, we first create a toy data used in the original paper and will use the [STUMPY](https://pypi.org/project/stumpy/) library to discover the snippets in the data. This tutorial replicates the figures 7,8 and 13 of the original paper."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da0ed2ac",
   "metadata": {},
   "source": [
    "## Snippets vs. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8390d6e",
   "metadata": {},
   "source": [
    "### - Clustering: \n",
    "Snippet is a different task than clustering. In a single time series, one can first extract subsequences (with a user-defined time window) and then perform clustering on the set of subsequences. However, as comprehensively studied in Eamonn Keogh and Jessica Lin (2005), clustering the subsequences of single time series leads to meaningless result. In some cases where there is a periodic behaviour (e.g. electricity demand), the clustering can be performed. However, algorithms specialized in clustering the electricity demand data into seasons, for instance, are more complex and requires more domain knowledge (for example: the subsequences must be exactly one-week long.) However, the snippets algorithm is domain-free and it can be used to better explore and analyze data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "564298bb",
   "metadata": {},
   "source": [
    "### - Semantic Segmentation:\n",
    "The snippets are different than semantic segmentation proposed in [Matrix Profile VIII](https://www.cs.ucr.edu/~eamonn/Segmentation_ICDM.pdf). In semantic segmentation, the task is to find boundary locations, not in explaining them, or producing representative patterns."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3643c0e1",
   "metadata": {},
   "source": [
    "### - Shapelets:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a081d0ad",
   "metadata": {},
   "source": [
    "There are two main differences between Time Series Snippets and [Shapelets](https://link.springer.com/article/10.1007/s10618-017-0519-9). For one, the shapelets are supervised; however, the snippets are unsupervised. For another, the shapelets are usually shorter whereas the snippets are preferred to be longer to capture the behavior of the time series at a higher level."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4345de90",
   "metadata": {},
   "source": [
    "## Getting Started\n",
    "\n",
    "Let's import the packages that we'll need to load, analyze, and plot the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6cbb4ae0",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import stumpy\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal import resample, resample_poly\n",
    "\n",
    "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de0fb4d9",
   "metadata": {},
   "source": [
    "## Retrieve the Data\n",
    "\n",
    "It is the same toy data set used in the original paper. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "43ab8d55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>toy</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.347609</td>\n",
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       "      <th>1</th>\n",
       "      <td>0.350937</td>\n",
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       "      <td>0.380056</td>\n",
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      "text/plain": [
       "        toy\n",
       "0  0.347609\n",
       "1  0.350937\n",
       "2  0.357541\n",
       "3  0.367308\n",
       "4  0.380056"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"https://zenodo.org/record/4662217/files/snippets.csv?download=1\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c887ef84",
   "metadata": {},
   "source": [
    "## Visualizing the Raw Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2a31fb9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e10dd5f",
   "metadata": {},
   "source": [
    "## Adding noise to the data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9e11d692",
   "metadata": {},
   "outputs": [],
   "source": [
    "def warp_add_noise(T, seed=None):\n",
    "    if seed is not None:\n",
    "        np.random.seed(seed)\n",
    "    \n",
    "    T = np.asarray(T).flatten()\n",
    "    idx = np.arange(T.shape[0])\n",
    "    np.random.shuffle(idx)\n",
    "    idx = np.sort(idx[:-np.floor(T.shape[0] * 0.1).astype(int)])\n",
    "    warped_T = resample_poly(T[idx], T.shape[0], idx.shape[0])\n",
    "    noise = np.random.normal(0, 0.05, warped_T.shape)\n",
    "    \n",
    "    return warped_T + noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f2181460",
   "metadata": {},
   "outputs": [],
   "source": [
    "T = warp_add_noise(df, seed=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8faa52a",
   "metadata": {},
   "source": [
    "## Visualizing the Data with noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "94a138b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(T)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7811bae7",
   "metadata": {},
   "source": [
    "As one can notice, the toy time series above contains two distinct parts, where each part is constructed by a repeatative subsequence. We expect that the snippet algorithm can discover the representative subsequences."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a58f4e32",
   "metadata": {},
   "source": [
    "## Finding Snippets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bd9f9b8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "T = warp_add_noise(df, seed=0) \n",
    "m = 200 \n",
    "k = 2 \n",
    "s = 70 \n",
    "\n",
    "snippets, indices, profiles, fractions, areas, regimes = stumpy.snippets(T, m, k, s=s)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1eceac5c",
   "metadata": {},
   "source": [
    "## Plotting the snippets\n",
    "\n",
    "The following figure replicates Fig. 7 of the original paper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d71a52f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the starting index of the snippet #0 with length m=200 is: 800\n",
      "the starting index of the snippet #1 with length m=200 is: 1200\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(T)\n",
    "for i in range(k):\n",
    "    idx = indices[i]\n",
    "    print(f'the starting index of the snippet #{i} with length m={m} is: {idx}')\n",
    "    plt.plot(range(idx, idx + m), T[idx : idx + m], lw=5, label='snippt #{}'.format(i))\n",
    "\n",
    "plt.legend(loc='upper right',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc1e13f6",
   "metadata": {},
   "source": [
    "## Plotting the regimes of snippets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4272bd8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "regimes: \n",
      " [[   0    0  922]\n",
      " [   1  922 1801]]\n",
      "======================\n",
      "indices slice for the regime of the snippets #0 is: [[  0 922]]\n",
      "indices slice for the regime of the snippets #1 is: [[ 922 1801]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(f'regimes: \\n {regimes}')\n",
    "print('======================')\n",
    "###############################\n",
    "\n",
    "plt.plot(T)\n",
    "\n",
    "for i in range(k):\n",
    "    slices_of_indices = regimes[np.where(regimes[:,0]==i)][:,1:]\n",
    "    print(f'indices slice for the regime of the snippets #{i} is: {slices_of_indices}')\n",
    "    \n",
    "    for per_slice in slices_of_indices:\n",
    "        start_idx = per_slice[0]\n",
    "        stop_idx = per_slice[1]+m-1\n",
    "        plt.plot(range(start_idx,stop_idx),T[start_idx:stop_idx], lw=5, label='snippt #{}'.format(i))\n",
    "\n",
    "plt.legend(loc='upper right',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a64aa81",
   "metadata": {},
   "source": [
    "## Plotting the MPdist profile of snippets\n",
    "\n",
    "\n",
    "The following figure replicates Fig. 8 of the original paper."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "152491f0",
   "metadata": {},
   "source": [
    "The snippet algorithm utilizes MPdist as the distance between two susbequences as it is robust to spikes, warping, linear trends, etc. Let's see how the MPdist profile does look like for the two snippets shown in the previous figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "59400098",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Pmr93ne4kM3yl6Zme790709VqDMGnOEva8pp35+wheRU0NjzlXTIjMlGKrme8njFXWnpDzeOCfznKpJX/J83qLH0UK30UI30U7XpNi5Uqir273q+3SGX5/okVQNAhoYGgtSdvj8776Dxtz/Gsn+LVPa9Wi5QWSk1I1dU9rzbc9+GaD30VIiyQVZilU94+RcPfG65/L/q37vj+DvV4pYdsD9mU8GiCOr7YUSmPpej+effL4XQEOlwYmLd9ng4cOeB2zW6zq3eT3qbnmyY0qNCo1RxOh+mck1tPvtVwrUejHoZrZi3MAIQBswqNROOfGaprnkD3SMuLan4NuDQaLiV4UTnNTe7gtG+W922Idn3sn1jgW06HtOMD785Jau9qK2Vmx/tSkfvfHVBLLLpcWvtPV3tHR4mrAstR5npVR8EOacU9Pg0RQPCi5RSC1qM/PKqc4hyP9z922mOVf3/NSdfopV9fcrtvVcYqrc5YrW6NKGGu7RxOh854/wwt37/c7frRyozi8mI9svARpcSk6G8D/2ZliPCA0+nUbd/eZrjetWFXJUQnmF4jvW664dq27G1yOp2y0Wu3VsosyHTbNkqSmiQ2UaTd+KNKl9Quhmvrs0hoAGHNbNioWYVGVLJUp4eUU80qL1uk1Oqy6p2LE9nsUrubpBV3e7Z/9/+kDgYtw1A7lBdJ659wDfY+Oq/G02Hgx8pZJW15XWr7F5+GBx/b/533lVPNzpbaXCtt/I/xzW+nQ8qYJ7W6pMYhwg+yV/on6bjlFanLPVJ8sz+OlRe5/uzP/EEqPuj794xvLjU5032bSgABQ0IDQWnNwTV66zcPexhLOrvd2UpNSK38ulfjXupQv4M2Htrodv/fvvubZl06S9F/HkyIWuWnXT8ZJjPceeaXZzR5wGRubNcyv+z5pbJNmDv9m/Wv8hqJ0YlqmNBQBwtO/BBbXF6sQ0WH1CC+QY3ihH/szd9ruNYsuZnhmiR1bGA8LH5D1oZqxwT/cjqd2p6zXfFR8WqU0Ig/k+EfJQaDvSXXzQkzHSdLv0ys3vt2nOxdRQGq1uFWae8s182qqhxcIOVtlpLb+T8ueK+iRJp9inTYeG6aV5ZcJ0WlSC0v9M314FtOp7Tq/7w7Jz5Nanud68/pno9Lyycb782YS0Kjttr3ZfXOs9mlDrdJG552v+6skD5rLvV6yvX3uz6RclZUv+rDU5tekDrd6fqe5HOrfxXukZbfIWX+KJXlSfao31/RUnIHqf0tUvPzjj+n6IDre+7wMtf3hexScnup1QQplnsAoYqEBoLS3777m0oqPCtLbpHSQs+Neu64YzabTZd2u1QPzH/A7Tnfb/te98y+R0+d8VSNY4X/LNq9yKv9e/P3alv2NrWpZ/JkJiz33sr3TNfHdx7v0XWaJjV1m9CQXFUAJDRqp715JgmNJPOEhtmweCo0aqcfdv6gG768Qesy10mS0uuk6x9D/qGrel5FYgO+VZptvBZdx/zc1le4nihefb9379lklNT9Ye/OQdUiYqThs103uHZ84BoGbWbrG1Kvx62JDd7Z/p73yYxWl7vaCxlZfpuUdr7rhhdql10fS4d/Nd9zNMEclSKlDpa63i/FN3Ud63i7dPg3acd/3Z+bYTx/DwHkKJM2v1y9c1tfLfV6wvV9c3Ch8b7fAtB1Yf0Trlf9/r9XiHjwuTW+uZQ2Tmp4it/DCwml2dI3faVig3ZyhbulA7Olfq/9UZ2XtVj67mT3+9f+SxoxT6rjw+4rTqdUluP5/ooSqWCX5Kwi6RbTkIcxvERCA0Fnd+5ufbf1uyr3ta/fXreffLsmdJ/gtl3NJV0vMUxoSNLTvzytgrKCyt79cVFx6pLaRd0adTNtgQLrbM026Y9t4Nd9v5LQqGW+3Gz8BM8Zbc7QyDYjPbpOw4SGhmsHCw6a3vxG4JhWaFSR0Ghdt7Wi7FEqc/NU1p68PdqTt0fNk6t4EhuW2Z69XaM/Gq3s4j9uNG/P2a5rvrhGhWWF+mu/vwYwOoQUR7lUbjA4NDLBsxuf3f5PajxC2vSiax6H2Ryu2EZSk5Gu1kh8RvSPiGipy99dr7J8Vx/1zS+637vtban7I65zULvs/p93+xPSpXY3mCc0iva7bnA1HVWz2OBbOWulxSZzMKLqSKO3V51g7vOccULjyFZpx1QpoYXrJqOcUkWR6wZnxlxXW7KjnxET06WWF7uesufPad8rL5R2TpP2zJD2zqzeNep0l3r921WlcdLT0jd9fBujrxxaLB3yYv/GZ12D7vu+5PoeDObka8Y8ad/X/ptfY/T/+p8tuU6KayqtvM+8RWjJIemnS6RRKyV7xInr5YVSeYFn7xkRIy29yfX9XZbn2TneaH21dPKbvr9uCONPcgSdhTtNMvWSWqa01K39b9UNfW5QXFSc4b529dvprHZn6avNXxnueXXZqycci4uMU4P4BkqKSVKLlBaKiYhRYnSiWtVppagg/uFUP76+BrcYrB6NegTNU7LVGfb8zdZvdFFXhnXWFrtzd2t33m7D9bdHv+3xtcwSGhkFGV7FBevsydtjuFZVMiLSHqkODTpozUH3T+t+svYT3T7g9hrFB9/5v3n/d1wy41j/+uFfurHPjYpw98sG4K2yXOO16LqeXyd1oOuF2iUqSeowyTihUZIp7f9aaj7a2rhgzumUDi3x7pzGI6QGA6VGI6SMOcb7dk4joVGblBdJiy4xv1HY+c6qkxmSa0+93saVPYsu9SymnFWu18p7XcnnxNaenXes2MZSo6HHz28IZ45y183tdY9JWV50TrBFSraI31s32Vz/XpuMlHo+9sfP6Hq9zf+7B5vyI9LPV7hedXu5Ehxm4ptLTc+WWl1aO1pcOZ3S8r9JG58JdCR/WHCOZ/ty10prHvqjgtZR7npYZetrUu46/8UHvyOhgaDzwy7j/rmjO4zWZxd/5vG1Xhj1gk7afZJXw8WLyosqb8AebZkRal4++2UlRrt+yDqdTtdf5Tzu72u69ud9+aX5WnFghfYf2a8dOTuqjNHhdJjeCDXyzop3tCdvj14++2W1rdfW6/PhWz/v+dlwrV+zfmqS1MTjazWMN6/QQO1UkxkakjSy9UjDhManGz4loVFL7M7dralrphquHzhyQJsPbzadiwJ4rDTHeC2qjlVRwJ+S20sNh0oH57tf3/cNCY3aJn+zeSu4P7NFuloO2WzSkE+lz1sZn7/nM1dbj4gYX0SKmigvlBacK+WsNt4T21BqP8nzazYa7tsb25tfqv65EfFS/zeY3VGaI809zfv/Lk3OlIZ97dne3s9J3w+Wfr9vEDKyf/Ns386p0s+XS41HuqpWqhKZJDUY4Kpqi4yvWYx/tv7ftSuZ4a01j0hxzVxtqhZd6pq9gqBHQgNBJa8kT/9bb1yqfGXPK726XnrddP33/P/q3Knn1jCy0HLjlzcGOgS/mr1ttto97+pP2LdpX9mP+YAQFxWnAc0HaPKAycxcsMDsbbMN1walDfLqWlW1nELtVJMZGpJ0UZeL9Mwv7j9gL9m7RCXlJYqJ5AZHoH2z5Rs5zFr2yNWSioQGfMJ0foYXFRqo3dpcY5zQOFB1e1pYbP83nu9N7uDqkZ7S2fV1VLJ03jZpusH/v2W50v5vTxwUC2uV5kpzhkvZy8339XhUiqriCfVjNRruml1QG1QUup6yr3dS9ao8fCpQT+47pZ8url6Sqc21nu9NHSid/Lb0y1UKuaSGNw587/ne3dNd80Xq9nTNZPCFon1Vz64KBktvcL0QMkhoIKi8sOQFZRVmGa6f0sL7YUvntD9Ho9qO0tdbPHxSACFl6b6lJxybv2O+Xl/+usZ0GKOxncZqROsRiqYPs88dKT2ij9Z8ZLg+MM27Nh8kNIJTTSs0+jXrp8aJjXXgyIm9XEsrStXq2VY6u93Zstvsal23ta7ocYWaJjWtUczw3rL9Vf/SW502goBbZsMaSWiEjqaj5Lqh5+ZG15Ft0pHtrr75CDynQ9r4vPF6iwulnlNcfx+ZLMW6eagouo7U7Dxp7xfur7H0BlfiQ3JVa2TMcbUYyl0vOUpdx202Kb6l1PY6qfVEz556hmcy5rmSGVVpe72rV7w3Gg6RYuq7+uHXBs5yaRYPYHit3c1S2ljvzmk9UYqIlRb/xXg21lGJbaX2N7sSoTYftDBd8feqh9rXVtkrAh0B4HckNBA0yirK9NJS4/LQAc0HqH58/Wpd+5/D/6nvtn6nCmdFdcNDiMkqzNIbv72hN357Q5L03JnP6fo+15PY8KHPN3yu/FL3H0ztNruGtBzi1fVIaASnmlZo2Gw2DUobZFi9d+DIAb352x8D1h5Z+Ij+PujvumPgHaZzluBbn6yrurSbhAZ8xrRCo45lYcDPYupL9fpIh098OEWSlLOGhEZtse8r6cgW4/W213v2tHvLi4wTGkX7pTnDqr5G0X7p0C+uobItL6r+jU9bhGsobdu/SAktq3eNYOd0Spk/ulq4FHrQCrhuL6n3s97PBIiMl7r/i6erg1mnu1xJy+rMg2h5kZQ62FWFVbDrxHVbhJTSUWo2WvLl7+pnLpUyf3LNWzi4wFWpAOtFJkmOkj8S08DvSGggaMzcNNP0Sd57Bt9T7Wuf1OQkfXXZV5r42US3T/kiuNwx4A6VOcr07OJnfXbNSd9M0qRvJinCF097QJJME4jntD/HNEHhDgmN4HOk9IhyS9wP702KTlJSTJJH1xmYNtC0HeGxCssKdf/8+3X//PtVJ7aOejTqofGdx2tY+jDVia3jaeiogtPp1LrMdfpsw2eaumaq4TDwY23LIaEBHzGboUGFRmhp0N84oZG/2dpY4N6R7dKiy4zXkzu6Bi17otm5rqe1K4prHpezXNrxQc2vs/ZfrgqCk98JrwRaaa704wXSAeP2sceJTJIGTa3+nJN210uxqdKvk6Qi43sCqCVsEVJKV1e1RNvrPP9/3Eh8M6mNl5U9vpA6yPWSXJVfueukEuOOIZUyf5TW/tNVnYbqa3audNLTrn+PP11c9fyRLve6ZipZOew7vkXVe2Lqu2YHmbWJq9PVZyGFCxIaCBofrv7QcK1P0z46p/05Nbr+6W1O19ZJWzV/x3z9uOtHlZSXVK455dTmw5u1eM9iZRZm1uh94F8Tuk/QoyMeVVRElAalDdKEGRNUUlFS9YkeoorHGlf39P4Dq1lCY18+T9TURmbVGc2Tm3t8neq0G5SknOIcLdi5QAt2LqjW+fCtjVkbAx0CQoVZhQZDwUNLYlvjNRIagVea46qaKMsz3tPhVs9bP0UlSU3PlnZ79hCDZQ4ulL5o7bphFRcGbS0dZVLuWs/3x6RKQz53zUapibSxrqHSuz6WDsyVijN+f+L/99exf5+Y7hqm3GiYtOVVaeOzUuHumr0/qhYR65p/02K86+9DSUSMVK+XZ3ubjJS6P+Rq/fTTpVLeer+GFjCnfCq/zHKJiHElw46tfjv9Z2nTC64//4uPeVgxpoHr//Ou/5AiE1xJjY+9mNFzVGIbgwWnVJz5e8szm5TcXmo4VOr6f65EGwKGhAaCQl5Jnr7c/KXh+qR+k2SrTvnin8RHxeusdmfprHZnGe4pKC1QcXmxduftVn5JvkoqSrQjZ4fySkw+qNdiqw+u1jsr3gl0GDUSZY9S76a99X9D/k+j2o6q/F4Y32W8ejbuqf+t/5/un3e/yhxlAY4UnoiNjNXINiO9Pq9JUhPZZJPTTS/tPXl75HA6jhsAj8DbnWf8i6Un8zOO6tO0j3o36e3RnAbUXuuz1mt79nal101XaUWpHpj3gGZumqkth43blDRNaqrT25yuf4/8t5Jjki2MFrUaQ8HDR1I747Utr0jb3jZej4h1PXnbcbLUeITvYwt3Tqf0y5VSwU7jPdF1pfQJ3l235SW1L6FxVPHB42+0QYpMlIZ94xqi7ZPrxUutr3S9PNXpb67/z7OXu1rRFe11JWU8cXCBaz4IqtbuRqnXU1IkLV0r1e0pnbPONf/Fk4Raxjxp+WS/h+UTp86UmtXsoWKvRMS4/l/u9DfzfZEJ0tBvpPlnenbdttdJ/V6tel9pruvPH3uUZ9eF35HQQFB4ccmLKi53X1qcEJWgcZ3HWRZLQnSCEqITqj2vozZ65oxn9PXmr7UyY6WOlB5RhcNVhXA0MWD7Petus9mO+3tP1tztM1trmNBQfZv2VafUTpXHzdhsNqXEpBgmtNrVb6e/D/677hx4p/658J9687c3TW+iIvCGtRqm+Kh4r8+LjohW48TG2n9k/wlrZY4yHSw4qMaJjX0RInxkzcE1hmtpyWkeX8dms2n6hdM17N1h2pGzwweRIVDav9BeN/e92eOWgdtztuvVZa/q1WWv6t+n/VsTekxQvbh6levH/hw59ufEn3++GK354mEJBAAtp8KHWUJDcvXdNlvb95XrNfADqeXFDIn2hYoSV9/53+6ouj1I+0mum0/eaD7aNYuhqmsj8Owx0mkLfJfMqAmbTarX2/Xy1vqnpN/ulNw8NIXfpU+U+rxYvRkZ4SCmvutVlbo9pQ63uSoMSw55du3i/a4qELOfd74UES/1+re1yQxvNT3DVUGx5p8y/f+20XDppGc8u2Z0ik9Cg+/YnE6npX8q5+XlKSUlRbm5uUpO5kk6VG3L4S1q97zxLyuXdrtUH4z1Qf9ThAWn06n80nwVlRWpsKxQReVFlcc/Xf+pPtv4mZbvXx7gKMPbpxd+qvM7nV+tc09+42Qt3rvY7driaxerX7N+NQkNPnblZ1fq3ZXvul17+vSndfuA2726XmZBpu6afZc+3/C5RzMbgJo4mviw2+zq1qibzm1/rm4/+XbVjeOGecD9eKG0y2AQ/ZAvpObnWhsP/MdRJk2Lk3zaEtTmxU05u1Snm9TwVFc7nHAdOu90SAe+dw3t9XSmQkoX6cxfq9eWpuiAtHC0dGiJ9+fCOudsdLVnCQWZi1zzUrJ/cyXtAq4WJFecTlcbsbTzpU53khAOtOKDUv5W/75HZLyU3Mm3w9f9KXeDa55JWc7xx+3Rv//sHkoSrhbyNG9AQiOAth7eqlUZqwIdRq2VW5KrGRtm6IuNX5jum3nJzBrPzwCOlXEkQ62ebWVYFQT/ub739Xr57Jer/VT0hZ9cqE/Wub+J9cn4T3RB5wtqEh58yOF0KOqRKDkMhuXNvWKuhqUPq9a1nU6nthzeorWZa1VaUapvtnyjt1eYtB0BfKRObB29fu7r/FkTaHNGSBlz3a+N/ElKHWhtPPCvr3u5+pQjuIzecXx/dG85yqXt70oZ841ndMSnuXrZNxrumrew4h5pzwwfJ8Bwgo6TpV5PcqMQAOA1T/MGtJwKoK+3fK1bvr4l0GEEtbqxdXV6m9MDHQZCTKPERiq4t0CvLXtNX27+Urtydym3OFeZhZmyOAccFuKj4jW4xWBN7DFRYzqOqVGLlxYpLQzXdufSaqw2eW/le4bJDEnq0bhHta9ts9nUrn47tavvqu67sMuFmjJiip5f8rx+2PWDdufu1vac7dW+Prxnt9l1UpOTNLL1SF3U5SJNmDFBqw+uDnRYPpdTnKPxn4zXoqsXaUDagECHE77M2jR40vIBwaXtddLSmwIdBbwx8qeaJTMkyR4ptbnG9fJEVJJ0yieulnSFu6XCfVJFUfXee9c0aedH1Ts3lJ30tNT+r/SYBwD4HQkNBLWrel6l6GApd0NQsdvsuqHPDbqhzw2BDgVeMJu7wGyF2sPpdOqxHx8zXG+R0uK4OQi+0Cixkf45/J+VXzucDs3fMV9TV0/V8gPLVVBa4NP3g0urOq10WuvTdFm3y9QkqUnl8dtPvl1Xf3F1ACPzr4cWPKRvLv8m0GGEr1KThEY0CY2Q0/YG6fBv0tbXAx0JqmKPkga8H9gqqeg6rledbtW/RtoYqcejrqHnmYskZ7lvYgtWdbpJvZ+VGlWvshYAAG+R0EDQapTQSP936v8FOgwAtUjLOsZP+63IWGFdIDD1y55ftPHQRsP1Cd0n+D0Gu82u4enDNTx9uN/fCye6tNulumfOPcooyPDqvCh7lMocZX6Kyne+3/a99uXvU9OkpoEOJTyZVWiE64yDUGazSf1elRoMkDb+R8rbKMmgAtDp5OZzoNhjpMEfS83PC3QkvpGY7hp4XZYvlWQGOprAiUyWYhsEOgoAQJghoYGgNeeKOaoTWyfQYQCoRbo36m649uu+X1XuKFeknR99gTZ93XTDtcToRN3a/1YLo0EgxETG6JZ+t+gf8/5R5d64yDg9ftrjuqX/H20612eu14QZE7Rs/zJ/hlltDqdDn234TDf1pQ2O5cqLjNvIRNVxtalB6LHZpDZXuV5VKc6UfhjrGhQKazQc4nqCv27PQEfie1FJrhcAALAMn+gRlJ4+/Wl1adgl0GEAqGXS66Srflx9HSo68encwrJCLdq9SENaDglAZDjWoj2LDNfuO+U+pSakWhgNAuWOgXdoxoYZbpMSXRt21Wnpp6ljg44a3XG0Gic2Pm69U2on/Xrdr9pyeIu+2vyVlu1fpqV7l+pgwcHKPU79MfPo2PlHxx43W/vzzCR3awVlxq3K1mWuM1yDH5m1m2J+BiQpNlU6baFrcPy2d6WsRVLpYdegaGeFq4rDExWF/o0z2DUYKDUeKTU7R6rfJ9DRAACAEEJCA0FldIfRurnvzRrZZmSgQwFQC9lsNvVr1k9fb/na7frYaWN1VruzFBMRU3kswh6h1nVb67wO56ljg45WhRq2SspLtHz/csP1S7tdamE0CKSYyBj9cNUPenbxs1q4c6GKyovUt2lfXdPrGnVo0MGja7St11aT+k/yc6TGpq6eqks/df89m12cbXE0kCSVHDZeI6GBo2w2qfEI16u6nE4pY46053Mpe4XkNGhzFU7im0mNRkjpE6TI+EBHAwAAQhQJjQDq2KCjruhxRaDDqNVssql5cnOd1e4sDUwL4PA4AEHj5OYnGyY0DhUd0n9X/dft2t2z79ZFXS7Ss2c+q0aJjfwZYlhbvn+5SitK3a41TWqqFiktLI4IgRQXFae/D/67/j7474EOpVr+XDlyrJziHOsCwR8YCA6r2GxS49NcLwAAAFiGhEYAndb6NJ3Wmg/AAOBLl3S9RA/Of/CEtjKemLZ2mqatnaaz2p2lK3tcqXGdx8lus/shyvD15M9PGq6d3PxkCyMBaq5uXF3DNRIaAWI2EJwKDQAAACDocZcGABBS2tVvp7+c9JcaXeOrzV/pwukXasxHY1ThqPBRZPhozUf6dP2nhusDmg+wMBqg5urE1jFcI6ERICQ0AAAAgJDmdUJj7969uvzyy1W/fn3Fx8erZ8+eWrbsxGGOAAAEyuMjH1e7eu1qfJ2Zm2bq7A/PPmE4MLxXVlGmu76/y3DdbrPrgs4XWBgRUHMkNGohWk4BAAAAIc2rllPZ2dkaNGiQhg0bpq+//loNGzbU1q1bVadOHT+FBwCA9+rE1tG8ifM06oNRWn1wdY2u9e3Wb2V/2K67B93to+jC04erP9TuvN2G6+M7j1erOq2sCwjwgeSYZNlkc9viLruIoeABQYUGAAAAENK8Smg8/vjjSktL09tvv115rFWrVqbnlJSUqKSkpPLrvLw87yIEAKAamiU30+JrF+uJRU/oP7/8R9nFNbu5+PhPj/soMvxZXGScHhn2SKDDALxmt9mVHJOs3JLcE9aKyotUUl6imMiYAEQWxkhoAAAAACHNq4TGF198oTPOOEPjx4/XggUL1KxZM9100036y1+Me5VPmTJFDz30UI0DBQDAW3FRcbr/1Pt116C7tOLACu3M2XnculNOvfnbm5q9bXaAIoQkTRkxRe3q17xFGBAIdePquk1oSFJuSa4aRja0OKIwR0IDAAAACGk2pxeNwWNjYyVJkydP1vjx47VkyRLddtttevXVV3XFFVe4PcddhUZaWppyc3OVnJxcw/ABAKgZp9Op6eum68LpFwY6lLDUNKmptt+6XdER0YEOBaiWXq/20ooDK9yubfzrRrWv397agMLddwOlrJ/dr525XKrXy9p4AAAAAHgkLy9PKSkpVeYNvKrQcDgc6tOnjx599FFJUq9evbR27Vq9/PLLhgmNmJgYxcRQag8AqJ1sNpvGdxkvZxenxn8yXtPXTQ90SGHlln63kMxAUDMbDM4cjQAwrdCoZ10cAAAAAPzC7s3mJk2aqHPnzscd69Spk3bt2uXToAAACISPL/hYI1uPDHQYYaNRQiNd3/v6QIcB1IhZQiOnOMeyOPC7UpOERjQtpwAAAIBg51VCY9CgQdq4ceNxxzZt2qSWLVv6NCgAAALBZrPpm8u/4Sa7BRolNNK0C6apblzdQIcC1IhZQuNw0WHrAoHkdEilBlUx9mgpMsHaeAAAAAD4nFctp26//XYNHDhQjz76qC688EItWbJEr732ml577TV/xQcAgKXsNrteOecV3T3obi3cuVAFZQWBDinkpCWn6ZSWp5jeCAaCRWp8quHavvx9FkYClea4khruxNSXbDZLwwEAAADge14lNPr27asZM2bonnvu0cMPP6z09HT95z//0WWXXeav+AAACIj0uulKr5se6DAA1HLNkpoZru3N32thJDCdn0G7KQAAACAkeJXQkKRzzjlH55xzjj9iAQAAAIJK8+TmhmskNCxWnme8Fk17OwAAACAUeDVDAwAAAMAfmiUbV2jsydtjYSRQ2RHjtagk6+IAAAAA4DckNAAAAIBqMm05lUeFhqXKTWYeMRAcAAAACAkkNAAAAIBqapzYWHab+4/U+/L3yWE0pBq+V25SoRGZaF0cAAAAAPyGhAYAAABQTVERUWqU0MjtWpmjTJkFmRZHFMZIaAAAAAAhj4QGAAAAUAONEt0nNCQptyTXwkjCHAkNAAAAIOSR0AAAAABqID4q3nCtuLzYwkjCnNkMjSgSGgAAAEAoIKEBAAAA1EBsZKzhWlFZkYWRhDmzCo0IhoIDAAAAoYCEBgAAAFADcZFxhmtUaFiozCShQYUGAAAAEBJIaAAAAAA1YFqhUU6FhmWYoQEAAACEPBIaAAAAQA3ERVGhUSuQ0AAAAABCHgkNAAAAoAZiI4wrNEhoWMhsKDgJDQAAACAkkNAAAAAAasCsQoOh4BYyrdBgKDgAAAAQCkhoAAAAADVgNkODCg0L0XIKAAAACHkkNAAAAIAaYCh4LWGW0IgioQEAAACEAhIaAAAAQA3ERTIUvFZghgYAAAAQ8khoAAAAADVAy6laoowZGgAAAECoI6EBAAAA1ABDwWsBp1Mqz3e/Zo+R7FHWxgMAAADAL0hoAAAAADVAhUYtUF4gOSvcr0WnWBsLAAAAAL8hoQEAAADUADM0aoGyHOO1KBIaAAAAQKggoQEAAADUgFmFRlE5LacsUZprvBZVx7IwAAAAAPgXCQ0AAACgBmg5VQuUmSQ0aDkFAAAAhAwSGgAAAEANmA4Fp0LDGqU5xmu0nAIAAABCBgkNAAAAoAao0KgFTCs06lgWBgAAAAD/IqEBAAAA1ABDwWsBs4QGFRoAAABAyCChAQAAANSA6VDwMlpOWYKWUwAAAEBYIKEBAAAA1IDZDA0qNCxChQYAAAAQFkhoAAAAADVgWqHBUHBrMEMDAAAACAskNAAAAIAaoOVULUDLKQAAACAskNAAAAAAasBsKDgVGhYxrdAgoQEAAACEChIaAAAAQA1E2CMUExHjdq2wrNDiaMKUaYVGHauiAAAAAOBnJDQAAACAGoqPind7vNxRrrKKMoujCUOlh43XYupZFwcAAAAAvyKhAQAAANSQUUJDokrDEmYJjei61sUBAAAAwK9IaAAAAAA1lBCdYLhGQsPPnE6pNNv9mi1CikyyNh4AAAAAfkNCAwAAAKghswqNgrICCyMJQ+UFksOgrVd0PclmszYeAAAAAH5DQgMAAACoIVpOBRDtpgAAAICwQUIDAAAAqCESGgFk1G5KclVoAAAAAAgZJDQAAACAGkqIYoZGwFChAQAAAIQNEhoAAABADZnO0ChlhoZflZgkNGKo0AAAAABCCQkNAAAAoIZoORVAtJwCAAAAwgYJDQAAAKCGSGgEEC2nAAAAgLBBQgMAAACoIWZoBFBpjvEaCQ0AAAAgpJDQAAAAAGrIdIZGGTM0/MpRarwWEWtdHAAAAAD8joQGAAAAUEO0nAogR5nxmj3KujgAAAAA+B0JDQAAAKCGSGgEkNMkoWEjoQEAAACEEhIaAAAAQA0lRDNDI2Co0AAAAADCBgkNAAAAoIaYoRFApgmNaOviAAAAAOB3JDQAAACAGqLlVABRoQEAAACEDRIaAAAAQA2ZJTSOlB6xMJIwZDZDg4QGAAAAEFJIaAAAAAA1lByTbLiWX5JvYSRhiAoNAAAAIGyQ0AAAAABqyCyhkVuSa2EkYchRarxmI6EBAAAAhBKvEhoPPvigbDbbca/GjRv7KzYAAAAgKKTEpBiu5ZXkWRhJGKJCAwAAAAgbkd6e0KVLF82ePbvy64iICJ8GBAAAAAQbswoNEhp+RkIDAAAACBteJzQiIyOpygAAAACOERMZo+iIaJVWnNj+KLc4V06nUzabLQCRhQGGggMAAABhw+sZGps3b1bTpk2Vnp6uiy++WNu2bTPdX1JSory8vONeAAAAQKgxajtV4axQUXmRxdGEEbMKDWZoAAAAACHFq4RG//799d577+nbb7/V66+/rgMHDmjgwIE6dOiQ4TlTpkxRSkpK5SstLa3GQQMAAAC1jelg8GIGg/uNacupaOviAAAAAOB3XiU0Ro0apXHjxqlbt2467bTT9OWXX0qS3n33XcNz7rnnHuXm5la+du/eXbOIAQAAgFqIORoBwgwNAAAAIGx4PUPjWAkJCerWrZs2b95suCcmJkYxMTE1eRsAAACg1kuJdd9ySiKh4VfM0AAAAADChtczNI5VUlKi9evXq0mTJr6KBwAAAAhKpi2nSmg55TdUaAAAAABhw6uExh133KEFCxZo+/btWrx4sS644ALl5eVp4sSJ/ooPAAAACAq0nAoQR6nxGgkNAAAAIKR41XJqz549uuSSS5SVlaXU1FSdfPLJ+uWXX9SyZUt/xQcAAAAEhZQYWk4FhFmFho2EBgAAABBKvEpofPTRR/6KAwAAAAhqpi2nimk55Te0nAIAAADCRo1maAAAAABwoeVUgJDQAAAAAMIGCQ0AAADAB8xaTjEU3I+cBgkNm931AgAAABAy+IQPAAAA+AAVGgFiVKHB/AwAAAAg5JDQAAAAAHyAhEYAOJ2Ss8L9mj3a2lgAAAAA+B0JDQAAAMAHUmJpOWU55mcAAAAAYYWEBgAAAOADVGgEgNH8DImEBgAAABCCSGgAAAAAPkBCIwAcpcZrJDQAAACAkENCAwAAAPCBlBiTllPFtJzyC7OWUwwFBwAAAEIOCQ0AAADAB5JikgzXqNDwE2ZoAAAAAGGFhAYAAADgA9ER0YqNjHW7lleSJ4fTYXFEYYCEBgAAABBWSGgAAAAAPmLUdsoppwpKCyyOJgyQ0AAAAADCCgkNAAAAwEcYDG4xJzM0AAAAgHBCQgMAAADwEbOERm4Jg8F9zqxCIyLaujgAAAAAWIKEBgAAAOAjKbHuW05JVGj4hVlCgwoNAAAAIOSQ0AAAAAB8JCk6yXAtvyTfwkjCBDM0AAAAgLBCQgMAAADwkdjIWMO1kooSCyMJE2YzNEhoAAAAACGHhAYAAADgIzGRMYZrpRWlFkYSJhwm/05JaAAAAAAhh4QGAAAA4CMxEcYJjZJyKjR8jhkaAAAAQFghoQEAAAD4SHREtOEaLaf8gBkaAAAAQFghoQEAAAD4iFmFBi2n/MC05ZRxcgkAAABAcCKhAQAAAPiI2QwNWk75gVnVi0lyCQAAAEBwIqEBAAAA+AgtpyxmWqFBQgMAAAAINSQ0AAAAAB+h5ZTFHCZJIlpOAQAAACGHhAYAAADgI7ScsphZhQYtpwAAAICQQ0IDAAAA8BFaTlnM7N8pFRoAAABAyCGhAQAAAPgILacsZtpyigoNAAAAINSQ0AAAAAB8hJZTFqPlFAAAABBWSGgAAAAAPmJWoUHLKT+g5RQAAAAQVkhoAAAAAD5iNkODllN+YFahQcspAAAAIOSQ0AAAAAB8xLTlFBUavmc2Q4OWUwAAAEDIIaEBAAAA+IhpyylmaPieaYUGLacAAACAUENCAwAAAPARWk5ZzHSGBhUaAAAAQKghoQEAAAD4CC2nLEbLKQAAACCskNAAAAAAfISWUxaj5RQAAAAQVkhoAAAAAD5CyymL0XIKAAAACCskNAAAAAAfoeWUxajQAAAAAMIKCQ0AAADAR2g5ZTFmaAAAAABhhYQGAAAA4CNmFRq0nPIDWk4BAAAAYYWEBgAAAOAjZjM0aDnlB2Ytp0z+WwAAAAAITiQ0AAAAAB+h5ZTFzFpOUaEBAAAAhBwSGgAAAICPmFVo0HLKD8z+nZLQAAAAAEIOCQ0AAADAR2w2m6LsUW7XaDnlB6ZDwWk5BQAAAIQaEhoAAACADxkNBi+tKJXT6bQ4mhBHyykAAAAgrJDQAAAAAHzIbI5GmaPMwkjCgGnLKfeVMgAAAACCFwkNAAAAwIeMKjQkqaisyMJIwoBRhYY9SrLxqw4AAAAQaviUDwAAAPhQckyy4VpuSa6FkYQ4p1NyGFRo0G4KAAAACEkkNAAAAAAfSolJMVzLLSah4TNm7bvsDAQHAAAAQhEJDQAAAMCHUmJNEhpUaPiO2UBwkzkmAAAAAIIXCQ0AAADAh8wqNHKKc6wLJNQZtZuSaDkFAAAAhCgSGgAAAIAP1YmtY7hGyykfMm05FWVdHAAAAAAsQ0IDAAAA8CHTGRq0nPIdZ4Xxmi3CujgAAAAAWKZGCY0pU6bIZrPptttu81E4AAAAQHAzm6FByykfcpYbr5HQAAAAAEJStRMaS5cu1Wuvvabu3bv7Mh4AAAAgqNFyyiJUaAAAAABhp1oJjSNHjuiyyy7T66+/rrp165ruLSkpUV5e3nEvAAAAIFTRcsoiDrOERqR1cQAAAACwTLUSGjfffLPOPvtsnXbaaVXunTJlilJSUipfaWlp1XlLAAAAICiYtZwioeFDVGgAAAAAYcfrhMZHH32k5cuXa8qUKR7tv+eee5Sbm1v52r17t9dBAgAAAMHCrEKDGRo+REIDAAAACDte1WLv3r1bt956q7777jvFxsZ6dE5MTIxiYmKqFRwAAAAQbJihYRGzhIadhAYAAAg9ZWVlqqgw+QwE1BIRERGKioryy7W9SmgsW7ZMBw8eVO/evSuPVVRUaOHChXrhhRdUUlKiiAh+eQAAAED4ouWURajQAAAAYSIvL09ZWVkqKSkJdCiAx2JiYtSgQQMlJyf79LpeJTRGjBih1atXH3fsqquuUseOHXX33XeTzAAAAEDYo+WURZzlxmskNAAAQIjIy8vT3r17lZiYqAYNGigqKko2my3QYQGGnE6nysrKlJubq71790qST5MaXiU0kpKS1LVr1+OOJSQkqH79+iccBwAAAMJRcozxh3VaTvkQFRoAACAMZGVlKTExUc2bNyeRgaARFxenpKQk7dmzR1lZWT5NaHg9FBwAAACAsQh7hJKik9yuFZQVqNxhUlkAz5HQAAAAIa6srEwlJSVKSUkhmYGgY7PZlJKSopKSEpWVlfnsul5VaLgzf/58H4QBAAAAhI6U2BTll+a7XcsryVO9uHoWRxSCTBMaNf41BwAAIOCODgD313BlwN+Ofu9WVFT47PuYCg0AAADAx5ijYQEqNAAAQJigOgPByh/fuyQ0AAAAAB9LiTVOaDBHw0dIaAAAAABhh4QGAAAA4GN1YusYruWWkNDwCQcJDQAAACDckNAAAAAAfIyWUxZwmgxXJ6EBAAAAhCQSGgAAAICPmSU0aDnlI7ScAgAAgB/YbDa1atUq0GH4zEMPPSSbzaa1a9dWHuvatav69Oljet769es1fvx4paamKi4uTt26ddMzzzwjh8Ph75BNkdAAAAAAfIyWUxYgoQEAAIAQNHToUNlsNu3YscMn1/v111+VlJSkTp06SZLy8/O1fv169e3b1/CcX375RX369NH06dPVunVrnXfeecrKytLkyZN14YUXyul0+iS26ogM2DsDAAAAIYqh4BYwS2jYSWgAAACgetavX6+oqKhAh+EzS5cuVd++fWW32yu/djgc6tevn9v95eXluvzyy1VYWKinn35at99+uyTpyJEjOv300/W///1P77zzjq666irL/hmORYUGAAAA4GPM0LCAaYUGz20BAACgejp27Kg2bdoEOgyf2L17tzIyMtS/f//KY4sXL5YkwwqNGTNmaOvWrerRo0dlMkOSEhMT9eKLL0qSnn76aT9GbY6EBgAAAOBjZhUah4sPWxhJCKPlFAAAQFhav369JkyYoDZt2ig2Nlapqanq2bOnbrvtNu3fv79y3/z582Wz2XTllVfq8OHDuvHGG9WkSRPFxMSoa9eueuutt9xe390MjWOvtX//fl155ZVq1KiR4uLidNJJJ+m9994zvVZpaakeeOCByphbt26t+++/X8XFxZV7d+zYIZvNpgULFkiS0tPTZbPZKl/VsXTpUkk6IaGRmJiozp07uz1n1qxZkqQLLrjghLVevXqpdevWWrNmjc9aYnmLR5cAAAAAH2uY0NBwbV/+PgsjCWEkNAAAQDj7OElylAY6iuqxR0sX5lfr1OXLl2vw4MEqLi5Wv3791K9fP+Xn52vbtm169tlnNWbMGDVp0uS4c3JycjRgwADl5uaqX79+OnLkiBYuXKhrrrlGDodD1157rcfvf/jwYZ188skqKSnR0KFDlZ2drXnz5mnixInavn27HnjggRPOcTqduuCCCzR79myNGDFCPXv21Jw5c/TII49o0aJF+vbbbxUREaHExERNnDhR33zzjTIyMjRu3DglJiZ69e9nx44dSk9PP+H4mDFjTjgWEfHHZ+ZjZ2KsXLlSknTSSSe5fY+TTjpJ27Zt08qVKwMyPJ2EBgAAAOBjzZObG67tydtjYSQhzFFuvEZCAwAAhDpHafAmNGrgueeeU1FRkf73v/9p7Nixx62tX79ederUOeGczz//XOPGjdO7776rhISEymNjxozRI4884lVCY+bMmRo5cqRmzJhRea2lS5dq+PDhevjhhzV69Gj17NnzuHN27dolh8OhNWvWqHXr1pKkzMxMDR8+XHPmzNGLL76oSZMmqUGDBnrnnXc0dOhQZWRk6Mknn/Q6YZCUlKRrrrmm8utp06YpPj5e5557riQpIyNDs2bN0qBBg9SxY0e319i1a5ckqXlz97/THD1+dJ/VaDkFAAAA+FizpGaGayQ0fIQKDQAAgLBz8OBBSdLw4cNPWOvUqdMJ1RmSlJycrNdee60yASFJo0ePVrdu3bRr1y6vWifZbDY9//zzx12rb9++uvnmm+VwOPTyyy+7Pe/++++vTGZIUmpqqp544glJqpxL4Qv169fXG2+8oTfeeENPPvmkCgsLNWbMmMpjZ511liTpscceqzz2xhtvHHeNI0eOSJLi4+PdvsfRf/aj+6xGQgMAAADwsaSYJMPB4HklecorybM4ohBEQgMAACDs9O7dW5J0xRVXaMmSJXI4HFWe06dPH9WrV++E4+3bt5ek4+ZuVKVXr17q0KHDCccvueQSSdKPP/7o9ryLL774hGNnnnmm6tatq02bNikzM9PjGDy1YMECORwODRs2rPLY/PnzFRcXp379+lV5vtHcjmPbUwUCCQ0AAADAD8zaTu3N22thJCGKhAYAAEDYufPOOzV06FDNnDlT/fv3V7169XTGGWfo+eefV36++7kcRq2Tjs6nKCkp8fj9W7Zs6fb40dZQ+/adOC+vbt26SkpKMr2eu/Nqat68eZKkoUOHVh5buHCh+vfvr+joaMPzjv57KSgocLteWFh43D6rkdAAAAAA/MAsofHd1u8sjCREkdAAAAAIO8nJyZo7d65++OEH3XXXXerQoYPmzJmjSZMmqUOHDtq6desJ5xhVGtQGvqx2mD9/vmw2W+Xr2WeflSQ1adKk8tiBAweO2+duRkeLFi0kSXv2uG+Ve/T40X1WYyg4AAAA4AdmCY1pa6fp1pNvtTCaEGSW0LDzaw4AAAhxduMn7Gu9GsZus9k0ePBgDR48WJJrwPatt96qqVOn6t5779W0adN8EaVbO3fuND3etGnTE9ays7OVn5/vtkrj6GBtd7M/vNW4cWNNnDhRkquK4pNPPlHXrl0r23StXr1ay5cv1+jRoyuHpzdo0OCE6/To0UMrV67U8uXLK2duHGv58uWSpO7du9c45urgkz4AAADgB90bGX/A/3nPz9qbt1fNko2Hh6MKVGgAAIBwdqH79krhKDU1VQ8++KCmTp2q1atX+/W9VqxYoU2bNlXO3zhq6tSpkqRBgwa5PW/atGm69tprjzv27bffKjs7W+3atVPDhg0rjx9tB1VeXu5VbB07dtQ777xTee1PPvlEd911lyZMmCBJmjBhgtauXauPPvpIsbGxhtc5++yz9d5772n69On6xz/+cdzab7/9pm3btqlz585KT0/3Kj5foeUUAAAA4AcXdz1x8N+xNmRtsCiSEEVCAwAAIOy88sor2r59+wnHv/76a0n+b4PkcDg0adKkyjkSkrRs2TK9+OKLstvtuv76692e9/DDD2vHjh2VX2dlZemuu+6SJN10003H7T1a5bFx48Zqx7lw4UJJ0pAhQ4471rdvX9NkhiSdf/75Sk9P18qVK/XMM89UHi8oKNDNN98sSZo8eXK1Y6spKjQAAAAAP2iY0FCDWwzWj7t+dLu+M9d9uTo85DR5Yo2EBgAAQEh65ZVXdOONN6pz587q1KmTIiMjtXHjRq1YsUJxcXF64IEH/Pr+55xzjlatWqU2bdpoyJAhys3N1dy5c1VWVqZ//OMfle2djtWiRQt1795dXbp00YgRIxQVFaW5c+cqJydHw4YN01//+tfj9p933nl69913demll+r0009XSkqKJOmNN97wOM6FCxeqRYsWlUPHd+3apV27dunyyy+v8tyoqCi9//77Ou200zR58mRNmzZNLVu21A8//KD9+/drzJgxuuqqqzyOxdeo0AAAAAD8ZGTrkYZru3J3WRhJCHJQoQEAABBuHnnkEV199dWy2WyaM2eOZs6cqcLCQl133XVatWqVBgwY4Nf3r1+/vn7++WeddtppmjdvnubPn6/OnTvr7bff1iOPPOL2HJvNpunTp+u2227T6tWrNWvWLKWkpOi+++7Tl19+qcjI42sOxo4dq2eeeUbNmzfXzJkz9eabb+rNN9/0OMbi4mItXbr0uOqMBQsWSDq+YsPMwIEDtXTpUo0bN05btmzR559/rrp16+rJJ5/U9OnTZbcHLq1gc/pylLoH8vLylJKSotzcXCUnJ1v51gAAAICl3lnxjq763P3TS1f2vFJvj37b4ohCyKoHpTUPuV/r9aTU6W9WRgMAAOBzxcXF2r59u9LT06tsEwT/mj9/voYNG6aJEydWzqnwhM1mU8uWLY9rNxVOvPke9jRvQIUGAAAA4CctU1oarlGhUUPM0AAAAADCDgkNAAAAwE9apBgPJSShUUMkNAAAAICwQ0IDAAAA8JPmyc1lk83t2o6cHSqtKLU4ohBiltCwRxqvAQAAAAhafNIHAAAA/CQmMkYtUlpoZ+7OE9bKHeXakLVB3Rt1D0BkIYAKDQAAAFhk6NChqs4oaovHV4cFKjQAAAAAP+rWqJvh2uqM1RZGEmKc5cZrJDQAAACAkERCAwAAAPCj7g2NKzBWZqy0MJIQQ4UGAAAAEHZIaAAAAAB+ZFah8fHaj1VWUWZhNCGEhAYAAAAQdkhoAAAAAH7Us3FPw7WduTv1v/X/sy6YUEJCAwAAAAg7JDQAAAAAP+pQv4M6NuhouP72irctjCaEkNAAAAAAwg4JDQAAAMCPbDab7h50t+H6d1u/08oDzNLwGgkNAAAAIOyQ0AAAAAD87NJul6p+XH3D9Z6v9tQD8x7QgSMHLIwqyDlIaAAAAADhhoQGAAAA4GfREdG6tNulpnseXviwWj/bWkv2LrEoqiDnLDdes0VaFwcAAAAAy5DQAAAAACxwfe/rq9xTVF6k0R+NVn5JvgURBTlaTgEAAABhh4QGAAAAYIEuDbvozLZnVrnvwJEDmvLjFAsiCnIkNAAAAOAHNptNrVq1CnQYPvPQQw/JZrNp7dq1lce6du2qPn36uN1fUVGhjz/+WHfccYdOOeUUJSQkyGaz6YYbbrAqZFMkNAAAAACLPHvms4qPiq9y32M/Pqale5daEFEQM0to2EloAAAAIDgNHTpUNptNO3bs8Mn1fv31VyUlJalTp06SpPz8fK1fv159+/Z1uz8/P18XXXSRnnrqKf34448qLCz0SRy+QkIDAAAAsEj7+u215Nol6tigo+k+p5y6Z849FkUVpKjQAAAAgB+sX79ec+bMCXQYPrN06VL17dtXdru98muHw6F+/fq53R8VFaUJEyboueee088//6yXX37ZynCrREIDAAAAsFCXhl20+sbVevr0p033zdk+R9PXTbcoqiBEQgMAAAB+0LFjR7Vp0ybQYfjE7t27lZGRof79+1ceW7x4sSQZVmgkJCTovffe0y233KKTTz5ZsbGxlsTqKRIaAAAAgMUi7ZG6fcDtWnztYtN9V352pbZlb7MoqiBDQgMAACAsrV+/XhMmTFCbNm0UGxur1NRU9ezZU7fddpv2799fuW/+/Pmy2Wy68sordfjwYd14441q0qSJYmJi1LVrV7311ltur+9uhsax19q/f7+uvPJKNWrUSHFxcTrppJP03nvvmV6rtLRUDzzwQGXMrVu31v3336/i4uLKvTt27JDNZtOCBQskSenp6bLZbJWv6li61NXG9s8JjcTERHXu3Lla1wy0yEAHAAAAAISrfs366bqTrtNry19zu15QVqC7Z9+tT8Z/YnFkQcBRbrxGQgMAAIS4pClJKq0oDXQY1RIdEa38e/Krde7y5cs1ePBgFRcXq1+/furXr5/y8/O1bds2PfvssxozZoyaNGly3Dk5OTkaMGCAcnNz1a9fPx05ckQLFy7UNddcI4fDoWuvvdbj9z98+LBOPvlklZSUaOjQocrOzta8efM0ceJEbd++XQ888MAJ5zidTl1wwQWaPXu2RowYoZ49e2rOnDl65JFHtGjRIn377beKiIhQYmKiJk6cqG+++UYZGRkaN26cEhMTvfr3s2PHDqWnp59wfMyYMScci4j44zOz0+n06n0CiYQGAAAAEEDXnnStYUJDkmasn6Gswiw1iG9gYVRBwLRCg19zAABAaCutKA3ahEZNPPfccyoqKtL//vc/jR079ri19evXq06dOiec8/nnn2vcuHF69913lZCQUHlszJgxeuSRR7xKaMycOVMjR47UjBkzKq+1dOlSDR8+XA8//LBGjx6tnj17HnfOrl275HA4tGbNGrVu3VqSlJmZqeHDh2vOnDl68cUXNWnSJDVo0EDvvPOOhg4dqoyMDD355JMnVIpUJSkpSddcc03l19OmTVN8fLzOPfdcSVJGRoZmzZqlQYMGqWNH87l+tRUtpwAAAIAA6tusry7tdqnheoWzQr/u+9XCiIIELacAAADCzsGDByVJw4cPP2GtU6dOJ1RnSFJycrJee+21ygSEJI0ePVrdunXTrl27tGPHDo/f32az6fnnnz/uWn379tXNN98sh8NhOED7/vvvr0xmSFJqaqqeeOIJSdKLL77o8ftXpX79+nrjjTf0xhtv6Mknn1RhYaHGjBlTeeyss86SJD322GOVx9544w2fvb8VSGgAAAAAAfb26LeVlpxmuH7BxxfI4XRYGFEQIKEBAAAQdnr37i1JuuKKK7RkyRI5HFV/Ru7Tp4/q1at3wvH27dtL0nFzN6rSq1cvdejQ4YTjl1xyiSTpxx9/dHvexRdffMKxM888U3Xr1tWmTZuUmZnpcQyeWrBggRwOh4YNG1Z5bP78+YqLi1O/fv18/n5WIaEBAAAABFh0RLTuPeVew/WCsgI1frKxvtv6nYVR1XIkNAAAAMLOnXfeqaFDh2rmzJnq37+/6tWrpzPOOEPPP/+88vPdz+Vo3ry52+NH51OUlJR4/P4tW7Z0e/xoa6h9+/adsFa3bl0lJSWZXs/deTU1b948SdLQoUMrjy1cuFD9+/dXdHS0z9/PKiQ0AAAAgFqgd5PepuuZhZk68/0zNXvbbIsiquVIaAAAAISd5ORkzZ07Vz/88IPuuusudejQQXPmzNGkSZPUoUMHbd269YRzbDZbACL1jC+Hcc+fP182m63y9eyzz0qSmjRpUnnswIEDx+3zdkZHbcC0PAAAAKAW6Naom6LsUSpzlBnuccqpkf8dqd2371bzZPdPmoUNEhoAACCMRUcE7xP2NY3dZrNp8ODBGjx4sCTXgO1bb71VU6dO1b333qtp06b5Iky3du7caXq8adOmJ6xlZ2crPz/fbZXGrl27JMnt7A9vNW7cWBMnTpQkFRYW6pNPPlHXrl0r23StXr1ay5cv1+jRoyuHpzdo0KDG72s1EhoAAABALRAbGauLul6k91e9X+XetGfSdOSeI0qITqhyb8gyS2jYSWgAAIDQln+P+/ZK4Sg1NVUPPvigpk6dqtWrV/v1vVasWKFNmzZVzt84aurUqZKkQYMGuT1v2rRpuvbaa4879u233yo7O1vt2rVTw4YNK48fbQdVXl7uVWwdO3bUO++8U3ntTz75RHfddZcmTJggSZowYYLWrl2rjz76SLGxsV5duzah5RQAAABQS/xz2D/VsUFHj/a+veJtP0dTyzlNfsGjQgMAACAkvfLKK9q+ffsJx7/++mtJUosWLfz6/g6HQ5MmTVJhYWHlsWXLlunFF1+U3W7X9ddf7/a8hx9+WDt27Kj8OisrS3fddZck6aabbjpu79Eqj40bN1Y7zoULF0qShgwZctyxvn37BnUyQ6JCAwAAAKg1WtZpqV+u+UUPzn9Q/1n8H9O9szbN0l/7/dWawGoj05ZT/JoDAAAQil555RXdeOON6ty5szp16qTIyEht3LhRK1asUFxcnB544AG/vv8555yjVatWqU2bNhoyZIhyc3M1d+5clZWV6R//+Edle6djtWjRQt27d1eXLl00YsQIRUVFae7cucrJydGwYcP0178e/5n+vPPO07vvvqtLL71Up59+ulJSUiRJb7zxhsdxLly4UC1atKgcOr5r1y7t2rVLl19+uUfn33TTTVq+fLkkV0svSZoxY4ZWrFhRueeXX37xOB5f4pM+AAAAUIukxKbomTOf0aT+k9T6udaG+37a/ZPKHeWKtIfpR3oHMzQAAADCzSOPPKLPPvtMixcv1pw5c1RaWqrmzZvruuuu05133qm2bdv69f3r16+vn3/+WXfffbe+/fZb5eXlqXPnzrrtttt05ZVXuj3HZrNp+vTpevjhh/Xhhx9q3759atKkiW6++Wbdd999iow8/vP82LFj9cwzz+j111/XzJkzVVJSIsnzhEZxcbGWLl2q8ePHVx5bsGCBpOMrNsysW7dOixcvPu7YwYMHdfDgQY/O9yeb04tR6i+//LJefvnlyvKYLl266P7779eoUaM8fsO8vDylpKQoNzdXycnJXgcMAAAAhItvt3yrMz8403B90dWLNCBtgIUR1SKft5YKTmw3IEkae1CKTbU2HgAAAB8rLi7W9u3blZ6eHvRtgoLd/PnzNWzYME2cOLFyToUnbDabWrZseVy7qXDizfewp3kDr2ZoNG/eXI899ph+/fVX/frrrxo+fLhGjx6ttWvXenMZAAAAAB44o+0ZSolJMVx/b+V7FkZTyzBDAwAAAAg7XiU0zj33XJ111llq37692rdvr3/9619KTEwMWL8sAAAAINQ9cKpxH+APVn+g0opSC6OpRcwSGvYo6+IAAAAAYBmvEhrHqqio0EcffaSCggINGGBc5l5SUqK8vLzjXgAAAAA8M77LeNlt7j+255fma8WBFdYGVFs4yozXSGgAAAAAIcnrCYKrV6/WgAEDVFxcrMTERM2YMUOdO3c23D9lyhQ99NBDNQoSAAAACFfNk5vrzLZn6qvNX7ldX3twrfo162dxVLWAw6zlVJgOSgcAAIBfDB06VF6Moq5UnXNgzusKjQ4dOmjFihX65ZdfdOONN2rixIlat26d4f577rlHubm5la/du3fXKGAAAAAg3PRv1t9wbc3BNRZGUos4TSo0mKEBAAAAhCSvH12Kjo5W27ZtJUl9+vTR0qVL9eyzz+rVV191uz8mJkYxMTE1ixIAAAAIY10bdjVcW5MZpgkNowoNW6Rks1kbCwAAAABLVHuGxlFOp1MlJSW+iAUAAACAG11SuxiuUaHxJ8zPAAAAAEKWVxUa9957r0aNGqW0tDTl5+fro48+0vz58/XNN9/4Kz4AAAAg7LWp10YxETEqqTjxQaJ9+ft0uOiw6sXVC0BkAeJ0uF7uMD8DAACEGOYwIFj543vXqwqNjIwMTZgwQR06dNCIESO0ePFiffPNNxo5cqTPAwMAAADgEmmPVKfUTobrszbNsjCaWsBsIDgVGgAAIERERLjmgpWVmcwOA2qxo9+7R7+XfcGrx5fefPNNn70xAAAAAM91bdhVKw6scLs28bOJqhtbV+d2ONfaoALFbCC4nQoNAAAQGqKiohQTE6Pc3FwlJSXJxpwwBBGn06nc3FzFxMQoKsp3Dx3xaR8AAAAIAl1TjQeDS9IVn12hzbdsVoP4BhZFFEBmFRo2KjQAAEDoaNCggfbu3as9e/YoJSVFUVFRJDZQqzmdTpWVlSk3N1dHjhxRs2bNfHp9EhoAAABAEOja0DyhkVOco2d+fkb/GvEviyIKIIdZhQYJDQAAEDqSk5MlSVlZWdq7d2+AowE8FxMTo2bNmlV+D/sKCQ0AAAAgCPRp2kd2m10Oo2HYkp76+Sk9MPQBRUdEWxhZADjNKjT4FQcAAISW5ORkJScnq6ysTBUVFYEOB6hSRESET9tMHYtP+wAAAEAQaJTYSBd0vkAfr/3YcE9JRYnOm3qevrrsK9ltdgujsxgVGgAAIAxFRUX57SYxECxC+LccAAAAILS8dd5bGtdpnOmeb7d+q0lfT7IoogAxq9BgKDgAAAAQskhoAAAAAEEiITpB0y+crgdPfdB034tLX9SHqz+0JqhAMKvQYCg4AAAAELJIaAAAAABB5sa+N8omm+meu76/S6UVpRZFZDEqNAAAAICwREIDAAAACDINExpqXGfz1lN78/dqzrY5FkVkMWZoAAAAAGGJhAYAAAAQhJ4981l1bdjVdM9ZH56l4vJiiyKykFmFho0KDQAAACBUkdAAAAAAglDTpKZaft1yndfhPNN9765416KILESFBgAAABCWSGgAAAAAQSoqIkqvnfOa6Z53V4ZZQoOh4AAAAEDIIqEBAAAABLFGiY00oPkAw/WVGSvlcDosjMgCDAUHAAAAwhIJDQAAACDIPXbaY4ZrhWWF2np4q4XRWICWUwAAAEBYIqEBAAAABLkhLYcowhZhuL5472ILo7GAg6HgAAAAQDgioQEAAACEgEn9JxmuvbH8DQsjsYCTCg0AAAAgHJHQAAAAAEJAz8Y9DdcW7Fyg1RmrrQvG36jQAAAAAMISCQ0AAAAgBIxqO0qRJgOxv9nyjYXR+BkzNAAAAICwREIDAAAACAGpCam6sseVhut3zb5LTqfTuoD8yUmFBgAAABCOSGgAAAAAIeK63teZrj/181MWReJnVGgAAAAAYYmEBgAAABAiTmpykpJjkg3X75t7n7Zlb7MwIj+hQgMAAAAISyQ0AAAAgBARYY/QiPQRhuulFaV6aelLFkbkJ1RoAAAAAGGJhAYAAAAQQiYPmCy7zfhj/pztcyyMxk9IaAAAAABhiYQGAAAAEEIGtxisF8960XB9VcYqFZQWWBiRH9ByCgAAAAhLJDQAAACAEHNDnxvUIqWF2zWH06Fl+5dZHJGPUaEBAAAAhCUSGgAAAEAIGtxisOHakr1LLIzED8wqNOxUaAAAAAChioQGAAAAEIL6N+tvuLYqY5WFkfiBWYWGjQoNAAAAIFSR0AAAAABCUK/GvQzXgj6hQYUGAAAAEJZIaAAAAAAhqFujboZr6zLXqazCpMqhtmOGBgAAABCWSGgAAAAAIahObB3DweBljrLgrtJwmFRo2KjQAAAAAEIVCQ0AAAAgRHVraFyl0ef1PioqK7IwGh9yUqEBAAAAhCMSGgAAAECIGpg20HT91WWvWhSJj1GhAQAAAIQlEhoAAABAiDqvw3mm62/+9qZFkfgYFRoAAABAWCKhAQAAAISoLqld1Lpua8P1tQfXKqc4x7qAfIWh4AAAAEBYIqEBAAAAhCibzabJJ082XHfKqcV7FlsYkY/QcgoAAAAISyQ0AAAAgBB2fZ/rTdd/3vOzRZH4kJOEBgAAABCO+LQPAAAAhLBIe6ReO+c1XTfrOrfrH67+UPkl+RZHVUN7f5OMQl78pqKTf1DPxj01uuNoxUbGWhoaAAAAAP8hoQEAAACEuAFpAwzXNh/erKd/edrCaPws59PKv+3ZuKe+uPgLpaWkBTAgAAAAAL5CyykAAAAgxHVO7azkmORAh2G5FQdWaNQHo1RYVhjoUAAAAAD4ABUaAAAAQIiz2+w6ufnJ+m7rd4EOxXJrM9dq4mcT9cn4TwIdCgAAQEj7cPWHmrpmqjZkbVBBaYEcTodsNptssp3wV0mGa0Z/tdvs6pTaSZd0vURjO40N8D8tAoWEBgAAABAGTmlxSlgmNCRp+rrpuvaLa3XvKfeqdd3WgQ4HAAAgpBw4ckAXfHyBftr9k9/fa23mWk1fN10Dmg/Q+2PfV3RE9HHrcZFxqh9f3+9xIHBsTqfTaeUb5uXlKSUlRbm5uUpODr+ydwAAACAQ9ufvV/qz6SqpKAl0KAETYYvQJd0u0aPDH2WuBgAAQA3tzNmpSz+9VIt2Lwp0KMfpUL+D/jX8XxrXeVygQ4EXPM0bMEMDAAAACANNkppo2gXTlBidGOhQAqbCWaH3V72vts+31ZxtcwIdDgAAOMZnGz7Tqe+cqiZPNdE5H56jlQdWBjokmDhcdFinvnNqrUtmSNLGQxt14fQL9claWo6GIio0AAAAgDCSXZStRbsXaf+R/YEOpfrWPyXlbTjh8FcF0owCzy+z5sY16tKwiw8DAwAA3ih3lOuRBY/o4YUPn7AWHxWvry/7WkNaDglAZKjK9TOv12vLXwt0GKZiI2O187adapjQMNChwAOe5g1IaAAAAAAILrOHSQfnn3DY6ZTOKz9Fs3b84NFl6sfV1+obV6tJUhMfBwgAAKpS7ijX6I9G66vNXxnuaZzYWGtvWqt6cfUsjAxVWbR7kQa9NSjQYXgs/578sK5SDhae5g0YCg4AAAAguDgr3B622aRpZz6me3/7WC8tfUlljjLTyxwqOqR/LvynXjz7RX9ECQAATDzx0xOmyQzJNWz6sR8f079H/tuiqGDG6XTqtWWv6YYvbwh0KF5JmpKkU1qcooToBNlkk81mM9xr9uy/UyZr1TzvjDZnaPKAyYbrOBEVGgAAAACCy/eDpcyf3K+NWinV7a41B9fonjn3aNamWaaXqhNbRwf+dkAxkTF+CBQAALhTXF6stGfSlFWYVeXe+Kh47bxtpxrEN7AgMph5eMHDemD+Ax7tfWzEY/prv7/KKaecTmflTf2jf+/tX59c9KSeXfysP//xAuLqnlfrzdFvBjqMWoEKDQAAAAChyeG+QkOSZLNLkro27KqZl8zUigMr1OvVXobbc4pz9M2WbzS642hfRwkAAAws3rPYo2SGJBWWFerdFe/qbwP/5ueoYGbr4a16aMFDVe57aOhDuu3k25Qc49sH2f9z5n/00NCHNHf7XM3dPldL9y1VXkle5fr6rPU+fT/UXiQ0AAAAAAQZh/GSLeK4L3s27qnMOzOV+kSq4Smzt80moQEAgIXWHFzj1f43f3tTkwdMNm0VBP/6cPWHcjhNPoNJuqTrJbr/1Pv9FkNKbIrO73S+zu90/glrP+36SYPfHuy390btYQ90AAAAAADgFYMZGpIqKzSO1SC+gZ4907hFwdrMtb6ICgAAeMjbhMb6rPX6ec/PfooGValwVOjtFW+b7umc2lkvnf2SRRGdaFCLQbp/iP+SKag9SGgAAAAACC5mTwf+qULjqHPan2N4yrrMdTWNCAAAeGFNpncJDUl6ddmrfogEnnhi0RPanrPdcL13k96ae8Vc1YmtY11Qbjw49EF9NO6jgMYA/yOhAQAAACC4eFmhIUktU1oqLjLO7VpGQYYOFR7yRWQAAMADaw96Xx35/qr3q3UeamZ95nrdP8+48qF+XH0t/ctSNUpsZGFU7tlsNl3U9SJl3ZmlS7tdGuhw4CdezdCYMmWKPv30U23YsEFxcXEaOHCgHn/8cXXo0MFf8QEAAADA8apRoRFhj1DHBh3124Hf3K6vz1qvwS3ouwwAgL8VlRUpuzjbcD3SHqlyR/kJxx1Ohx776TH99/z/+jO8apu5caamrZ2mjYc2BjoUn/p136+m67Vxtkn9+Pr6YOwH+s8Z/9G27G2qcFbI6XTKKWflX20yjtnsn8fX56UmGM95g3teJTQWLFigm2++WX379lV5ebnuu+8+nX766Vq3bp0SEhL8FSMAAAAA/MGsQsOkCL1zamfDhMa6zHUkNAAAsEBWYZbhWtt6bdWnaR99tMZ926Dp66brhVEvKCU2xV/hVcujPzyq++beF+gwLJdeJ1239Lsl0GEYSk1IJWEQgrxKaHzzzTfHff3222+rYcOGWrZsmYYMGeL2nJKSEpWUlFR+nZeXV40wAQAAAOAo7ys0JKlLahfDNVpYAABgDbOERmp8qh4a+pCmr5vutkqjuLxYk7+drDdHv+nPED1WWFao8Z+M11ebvwp0KJaz2+z67/n/VVJMUqBDQZip0QyN3NxcSVK9evUM90yZMkUpKSmVr7S0tJq8JQAAAIBwZ9pyyrxCw8h/V9XO9hUAAIQas4RGg/gGal+/vS7ofIHhnrdWvFUrEggl5SUa/u7wWhFLIJzX4TwNajEo0GEgDFU7oeF0OjV58mQNHjxYXbt2Ndx3zz33KDc3t/K1e/fu6r4lAAAAAFQxFNy4QsMsoZFdnK0le5fUJCoAAOCBzMJMw7UG8Q0kSVf3vNr0Grd8fYscZg84WOCdFe9o8d7FAY0hkC7pekmgQ0CYqnZC469//atWrVqlqVOnmu6LiYlRcnLycS8AAAAAqLZqVmik101XTESM4fq9c+6tSVQAAMADVVVoSNKI1iPUIqWF4b5t2du04sAKX4fmlWlrpwX0/QOpV+NeGtdpXKDDQJjyaobGUbfccou++OILLVy4UM2bN/d1TAAAAABgrJoVGpH2SHVo0EGrMla5XV+0e5EcTofsJkkRAABQM1XN0JBc8xmu7nm1HlzwoOHe3q/11sQeE30dnkeKyos0b8e8gLx3INlk0+ltTtcb572hCLvxZy7An7xKaDidTt1yyy2aMWOG5s+fr/T0dH/FBQAAAADuVbNCQ5LOaHOGYUKjqLxI+/P3q1lys5pEBwAATBwsOGi4drRCQ5JuPflW04SGJL278l1fheVTZ7U7S0+f/nSgw/C5pklNGQKOgPMqoXHzzTfrww8/1Oeff66kpCQdOHBAkpSSkqK4uDi/BAgAAAAAx6lmhYYkTeo/SU8sesJwfcvhLSQ0AMCHNh/arFmbZml33m6VVZSpwlmhSHukoiOi1b5+e53f8XylJqQGOkxY6KM1HxmuHZvQqBNbRx+N+0gX/+9iK8LyqVmXzJLNZgt0GEBI8iqh8fLLL0uShg4detzxt99+W1deeaWvYgIAAAAAE2ZDQM0rNJonN9cpLU7RD7t+cLu+5fAWndrq1BrEBgA46v1V7+uaL65RaUWp4Z775t6nWZfMUv/m/S2MDIGyfP9y5ZbkGq7/Obl1QecLlPp1qukg8drmrfPeIpkB+JFXzWGdTqfbF8kMAAAAAJapQYWGJI1sPdJwbWv21upEBAD4kw1ZGzRhxgTTZIbkmqdw4fQLVVZRZlFkCKTPNnxmup6WnHbc1xH2CE3qP8mPEflWo4RGuqjrRYEOAwhpTLsDAAAAEFxqMENDktrWa2u4tunQpupEBAA4xqu/vqpOL3byeP+u3F0a+/FYOZ1OP0aF2mBD1gbDtc6pnd22fbxz4J3q1rCbP8PymVfPeVXxUfGBDgMIaSQ0AAAAAASXGlZomCU0vt/2fXUiAgD87j+//Ec3fHmD1+fN2jRLTy560g8RoTbZlr3NcO1vA/7m9nhMZIzmXDFHJzc/2V9h1VhsZKw+HPuhRnccHehQgJBnc1qc/s7Ly1NKSopyc3OVnJxs5VsDAAAACAUfJ0nlR9yvXVr1rzdFZUVKfixZ5Y5yt+sNExpq/c3rVS+uXk2ihJecTqec+uO/n002epADQWbr4a3q/FLnKttMGbHb7Fpx/Qp1axQcT+PDe3Ufr6uc4hy3a5l3Zh43FPzPnE6ntmVv06qMVcf9vAi0enH11L9Zf8VFxQU6FCCoeZo38GooOAAAAAAEnFGFhgfVGZIUFxWnno176td9v7pdP1hwUPX/XV8Te0zUv4b/y237C/jO2oNr9Y95/9D3W79XQVlB5fGk6CSd0/4c/XP4P9W6busARgjAUy8seaHayQxJcjgd+njtxyQ0QtTevL2GyYzkmGTVj6tver7NZlObem3Upl4bP0QHIFjQcgoAAABAcDGaoeHB/IyjBjQfUOWed1e+q56vGic+UHMzN85Un9f76LMNnx2XzJCk/NJ8TV0zVSe9epKW7l0aoAgBeMrhdGj6+ulV7ouyR5muL923lFkaISizIFPNn2luuN66bmuq8gB4hIQGAAAAgOBSwwoNSRraaqhH+7IKs3TlZ1eqwmEytwPVcqT0iCZ+NlHF5cWm+3JLcjXu43FymA2DBxBwv+3/TXvy9hiu22TTtAumqeQfJbq8++WG+77d+q3sD9sV+XCkEh5NUNeXuuryTy/XZxs+q1H1BwLr4QUPm663qUvVBQDP0HIKAAAAQJAxurHt+fNa57Y/V+l10rU9Z3uVe9dmrtUve37RoBaDPL4+qvbFxi+UXZzt0d7debv12/7f1Ltpbz9HBQSPnOIcZRZkBjqMSu+tfM90PeOODKUmpEqS3jrvLb2/6n3T/RXOChWWFWpt5lqtzVyrD1Z/oCh7lHo27qmejXuqU4NO6tigo4a2GsrsglpoVcYqTV83XZsPb9aBIwc0f8d80/09GvWwJjAAQY+EBgAAAIDg4XSatJzyvEIjKiJKc66Yo7M+PEsbsjZUuX/WplkkNHzsh50/eLV/e852EhqApPWZ63XDlzdo4c6FgQ7FY1NGTKlMZkiuP4O7N+quVRmrvLpOmaNMS/ct1dJ9f7ShS4pO0uvnvq6Lul7ks3hRM2/99paum3mdKowqKv8kPipel3W/zM9RAQgVtJwCAAAAEERM+qp7MUNDktLrpmvF9St0Vc+rqtz7+cbP6enuYz/s8i6hkV3kWTUHEMpWHlipk988OaiSGZLUt2nfE451b9TdJ9fOL83XZZ9eVmUFAKyxL3+frvniGo+TGZL0/vnvq3Xd1n6MCkAoIaEBAAAAIHiY3SDxokLjqJjIGL01+i3tvn23ru99veG+9VnrteLACq+vD/cOFhzU2sy1Xp1zuOiwn6IBgkNpRal6vtpTeSV5gQ7Fayc1OemEY+e0O8dn169wVugvM/+iI6VHfHZNeC+vJE+t/tPKq3Mm9pio8zud75+AAIQkEhoAAAAAgofZYGgvKzSO1Ty5uV455xV1bdjVcM/98++v9vVxvC83fen1OZ7O2wBCUYWjQimPpQQ6jGppU7eN6sbVPeH42E5j1adpH5+9z5bDW3ThJxeqrKLMZ9eE577d8q06vdhJZQ7v/v3fd8p9fooIQKhihgYAAACA4OHjCo0/u6TrJbpvrvubK7M2zdLSvUvVt9mJrVPgnS82feH1OVRoIJw9+sOjKi4vDnQY1TKu0zi3x6MiojR/4nw9tOAhfbf1O2UUZKjcUX7cy9t/5q+3fK3of0a7fc9GCY00LH2YRncYraiIqGr9s8C9Lzd9qTHTxqjcUe7VeRd1uUjt6rfzU1QAQpXNaXEj2Ly8PKWkpCg3N1fJyclWvjUAAACAYFd2RPokyf1aXBPp/H01uvzOnJ1q9Wwrw/XJJ0/WU2c8VaP3CHdOp1MNnmjgdYJiXKdxmn7hdD9FBdReu3N3q/0L7YMyoZFeJ10/Xf2TmiQ1qdb5mQWZmrFhhqaumaoFOxbIaTZHyUNdG3bVl5d+qRYpLWp8LUhL9y7VkHeGePX9GR0RrUu7XaoXRr2ghOgEP0YHIJh4mjegQgMAAABA8PBzhUbLOi01usNofb7xc7frS/Yt0YasDTV+n3B2qPBQtaotaDmFcPXkoiervFncObWz4iLjLIqoaonRiRrQfIDuGHiH6sfXr/Z1UhNSdV3v63Rd7+uUXZStNQfXKLckV+dOPbfa11xzcI0GvzVYK25YoXpx9ap9Hbjc/NXNHiUzbul3i27ue7NsNptaprRUTGSMBdEBCEVUaAAAAAAIHqXZ0nSDG1DxLaQxO2v8Fr/s+UUD3hxQ4+vAe3Vj6xomLno27qnfrv/N4oiAwMotzlXTp5uqsKzQcM/757+vy7pfZmFUgbc7d7d6v9ZbmYWZ1b7G1T2v1puj3/RhVOHnwJEDavJU1dU3YzuN1SfjP5G9BrOuAIQ+KjQAAAAAhB6Hfys0JKlv076Ki4xTUXmRT64Hzw1pOcSwOmbFgRVyOp2y2WwWRwUEzvwd802TGVf0uCLskhmSlJaSpvfHvq8z3j+j2td4a8VbWrZ/mRonNvZhZOHl263fmq43SWyil89+Wed1OI8/uwH4DAkNAAAAAEHEYbzkoyc/I+wR6pzaWcv2L/PJ9eC5U1qcYpjQkKTrZ12vV855had8ETa2Zm81XOvVuJfeHfOuhdHULqe3OV0XdrlQH6/9uNrXWJmxUiszVvowKhwVGxmrPZP38Oc1AJ/jTxUAAAAAwcPPMzSO6tqwq8+uBc+d1OQkJUUbDH2X9Pry1zVv+zwLIwIC62DBQcO1C7tcaGEktdNr57ym0R1GBzoMuPHsmc+SzADgF1RoAAAAAAgeTv9XaEjSuE7j9O7K8H3yORAaJTTSwLSBapTYSPmH8w33TV0zVSNaj7AwMiBwMgoyDNfSktMsjKR2SolN0WcXf6Zdubu0+dBmOY75GeGUa2Ts91u/15M/PxmoEMNWn6Z9Ah0CgBBFQgMAAABA8LCoQuOsdmfpjDZnVNkfHL5ht9n1+GmPKyYyRme0OUNbDm8x3Lvm4BoLIwMCy6xCo2FCQwsjqd1apLRQi5QWbtdGpI/Q+6vf14EjByyOKnzVia1DpSMAvyGhAQAAACB4WFShEWGP0KxLZ+mFJS9ozvY5yjhi/JQ0qs9ms6lraldd3v1yDUsfJkm6Y+Aden356yqtKHV7zvqs9QwHR9gwS2g0SmxkYSTBK8IeoftOuU+3fH1LoEMJGzf2uVHREdGBDgNAiCKhAQAAACB4WFShIUmR9kjddvJtuu3k23x6XZhrVaeVNv11k1o928rtel5Jnvbl71Oz5GbWBgYEABUavnFjnxuVWZCpR398VOWO8kCHE7Ii7ZG6sc+NemjoQ4EOBUAII6EBAAAAIHiYVWiI4aOhomWdlhrQfIB+3vOz2/X1WetJaCDkOZ1Ow4SGTTY1iG9gcUTBK8IeoYeGPaS7B9+tdZnrDCvAUH2R9kh1bdhV8VHxgQ4FQIgjoQEAAAAgeFhYoYHA6tSgk2FCY8neJTqt9WkWRwRYK780X8XlxW7X6sfXV6SdWzreio+KZ1g1AAQ5HmECAAAAEESsmaGBwOveqLvh2rwd8yyMBAgM2k0BAHAiPvEDAAAACB5UaISNU1udarj2066fVFJeYmE0gPX25O0xXGuUwEBwAEB4IqEBAAAAIHiYzdCgQiOkdG/UXfXi6rldKyov0rbsbRZHBFhrd+5uw7W0lDQLIwEAoPbgEz8AAACA4EGFRtiw2+zq2rCr4XphWaGF0QDW251nktBIJqEBAAhPJDQAAAAABA8qNMKK2dDjCrPkFhACduXuMlxrkdLCwkgAAKg9+MQPAAAAIHhQoRFWIkz+mzrMkltACKBCAwCAE5HQAAAAABA8TG9i8+tNqLGbVN2Q0ECoM5uhQYUGACBc8YkfAAAAQBAxazlFhUaoIaGBcJVdlK2NhzYarjMUHAAQrkhoAAAAAAgepi2n+PUm1JglNCoczNBA6Jq+brpKK0rdrjVMaKjkmGSLIwIAoHbgEz8AAACA4GE6FJwKjVATYWeGBsLT+6vfN1w7s+2ZFkYCAEDtQkIDAAAAQPCgQiOs0HIK4WhX7i4t3LnQcH1C9wkWRgMAQO3CJ34AAAAAwYMKjbBi2nLKLLkFBLEPV39ouNYksYmGtRpmYTQAANQuJDQAAAAABA8qNMIKFRoIN06nU/9d9V/D9Uu6XmLaig0AgFDHJ34AAAAAwYMKjbASYfLflIQGQtHW7K1al7nOcP3y7pdbGA0AALUPCQ0AAAAAwcO0zRC/3oQaKjQQbjZmbTRc65zaWT0b97QuGAAAaiE+8QMAAAAIIlRohBPTGRoOZmgg9JRUlBiu9WnaRzabzcJoAACofUhoAAAAAAgezNAIK2azAqjQQCgy+742a8EGAEC44BM/AAAAgODBDI2wQssphBuzyiMSGgAAkNAAAAAAEEyo0AgrdpNfWUloIBSZfV+bJfgAAAgX/DQEAAAAEDyo0AgrpjM0TAfEA8HJ7PvarAUbAADhgoQGAAAAgOBBhUZYYYYGwo1ZyykqNAAAkCIDHQAAIIyV5khbXpMy5rmeuI1vJiW2OfGGVGxDqdFwKTE9IGECAGoRKjTCCjM0EG4YCg4AgDkSGgCAwMheIS08XyrY4dl+e7TU50Wp7bX+jAoAUNuZthni6eVQQ0ID4YaWUwAAmOMTPwDAek6n9MvVniczJMlRKv16k5S7zm9hAQCCARUa4cR0hoZJax4gWDEUHAAAc/w0BABYL+sXKfs3789zlEnrn/J9PACA4MEMjbBi1mKHCg2EIrNEHS2nAAAgoQEACISD86t/7o4PpIJdPgsFABBkmKERVmg5hXBj1nKKCg0AAKoxQ2PhwoV64okntGzZMu3fv18zZszQmDFj/BAagJDlqJAOL5OyfpYcJe732KOkOt2k1CFSRLS18cH/Di6s/rmOEmnpjdKpsySbzXcxAQCCAxUaYcW05ZTpPBUgOJkOBWeGBgAA3ic0CgoK1KNHD1111VUaN26cP2ICEMrKC6TvBko5qzzbb4+Ruj8ktb9Fioz3b2ywRnmRlPlDza6x7ytp47NSx9t8EhIAIIhQoRFWqNBAuKHlFAAA5rxOaIwaNUqjRo3yRywAQlnBLtdN6KU3eneeo0Ra8XfXq9m5Uud7pNQB/okR1tjzuSuxZaT7P103pA4vlXZ/arxvxV1S6mCpfh/fxwgAqL2o0AgrZk+kk9BAKGIoOAAA5rxOaHirpKREJSV/tJTJy8vz91sCqA1Kc6XsFVLOSmnrW66/1tTema5X6iCpxYVS/X5SnR5SZFzNrw1rVBRLq/5hvJ42Tup63x9f/zxR2v6e+72OMmnuSKnzXVK7G6Tour6NFQBQO5kmNHh6OdRQoYFwY9ZKjZZTAABYkNCYMmWKHnroIX+/DYDawlEhrZsirf2X6+a1P2T+5HpJUkwD6aRnpPTL/fNe8K0tr0lHthqvtxh//Ne9npIOzJaK9rnfX5YjrbxXWvdvqfFwKamdlJAuRcRJielSfJoUEev6OiLONZuFuRsAENxIaIQV0xkaJq15gGBl9n1NhQYAABYkNO655x5Nnjy58uu8vDylpaX5+20BBILTKf1ypbTjfevesyRL+nmClLdR6vGIde8L7xVlSCtNqjMiE6SmZx9/LLaBNPB9ac4ISU7jc8tyzNtTHWWzS/ZYbnh5IjpFqt9fqttLqtNNajzC9d8IAAKNhEZYMZsZQIUGQpHpUHD+jAMAwP8JjZiYGMXExPj7bQDUBvu/tTaZcay1/5Tim0vtrg/M+8Oco0L66WKpPN94T8c7pKjEE483GiZ1/T9pzcM1j8PpkCoKa36dcFCeLxXukXb/z/V1dF2p15NSm6trfm1HhSSHq2IGALzlKDdes/n91xtYjJZTCDe0nAIAwByf+BFYjgrp0GLp0BKp9LCrJ7492nWTyx4t2WNcTwanDnS1jUHttmta9c5rNNx10/qoPV+4BkJ7a8XfpdYT+V6pbRwV0qJLpIPzjfckd5S63Gu83vV+Ketn6cD3Pg8PHirNlhZf42oZ1vX/qvf/2eHfpGW3uv7Md5ZJKV2l7o9Izc/zfbwAQhcVGmGFhAbCDUPBAQAw53VC48iRI9qyZUvl19u3b9eKFStUr149tWjRwqfBIYSV5ko7p0obnpbyN1e9PzJBajhMikr641hcE6n5aKnhEP/FCc85ndKBuZ7vT2wttbjI9bR3Utvj17r+Q8r82ZUgyV4hHVwo03ZDR5XluG6U8j1Ru2x/T9r1ifmeTndKEdHG6/YI6ZRPpR/GktQItLWPShufl5qPcV9RY+TQEunwsuOP5aySFo52/T2/oHsurpnU+DSp7fVSg/6BjgawHgmNsGI6Q8PsewEIUmYzNGg5BQBANRIav/76q4YN++NJ6qPzMSZOnKh33nnHZ4EhBDkqpB3/dQ0FzvrZu3PLC6R9s048vuFpqce/zJ/shjUKtkuFu8z3xDWTWlwoNTldajzSdZPaSOoA10tyzcfY9KK04wNXJY+ZzEUkNGqTsiPS4ipaFKUOltInVn2tqERp6NfS1tekdY9LBTt9EyO8V57v+vPcl3jK1nOFu6Vtb7te9fpK/d+Qktv/vmg3Tw4CoYCERlgxa7FDhQZCES2nAAAw53VCY+jQoXI6PXhSGlXb9JK0/PZAR2ENR6n/rr3q/6Qmo6R6vfz3Hqha5iLz9dMWSA0GSvZqdLpL7iD1eU7qOUXa87m06DLjvav+IbW/SYpK9v594FtOpzQ9xXxPQitpyGfmya1j2SOkdjdKbW+Q9n7h+nP0wPfyqIIHCEWHl0pf9zjmgE2q11vqMElKnxCwsAC/MktocLMv5NByCuGGllMAAJhjhkYgOR3+vdEfLpwO6Ydx0rmb+SU2kHLXGK91vts3VRORCVKrS6XEttJ3Bm1WnBXSJylS49NdSa5GI6SGpzBXwyqHf5N2fuhqLZQxr+r9g6ZJMfW9fx+bzdVyrvloqSjD9X6lh6Qj26TSHKlon3Rku1RR9KdXseuvQMhySod/lX6+wvXzsbUH1U9AsHGaDQXns2CoIaGBcEPLKQAAzJHQQGgo2C6tflDq8UigIwlfOWuN1+r09O171e3pSlBUFBvvOfCd67XucSm6rpQ2Toqu49s44OJ0SLlrpdx1rlY4nkobJzXoV/P3j2skNTur5tfBH8oLpaxfXMPciw8GOhpU14ZnSGggNJm2nOLXm1BjOkPD5MYvEKyo0AAAwByf+BE61v7L9bR2/T6BjiQ85ZolNLr49r0ioqWmZ0m7P/Vsf2m2tPUN38aAmut0V6AjgJHIeKnxcOn8/dLqh6V1U6goDEY5K6WyfCkqKdCRAL7FDI2wYvZEOhUaCEXM0AAAwBwJDdQOcc2ktLFSUjvJUSY5y6TCPdK+b6QjWzy8iFNadKl05nLX8GBYp+yIq0rGHVuElNTe/VpN9HpSOrhAKjnk+2vD/5qf75vqDPiXzS51f9A1l2b3DGnPZ9L+b1WjmSX2mN+TI07Xn/2l2b6JNRw4Ss1b7bhTUUJCA6GHhEZYoeUUwg0tpwAAMEdCA4HVfIzU+irX0/buhkU7nVLOKin7t99njpRIS28yvl7+Zmn9E1L3h/wWMtwwm5WQ1E6KiPH9eyamS8O+leYMl8ryfH99+E9MA+mU6YGOAt6IbSi1u971KspwzWjwNhFhi3ANga93kn/+TAgXWUuMZwi5420CBAgGDmZohBPTllNmyS0gSNFyCgAAcyQ0Aslml+zRgY7CerGNXYmM7g+6ZhuYsdmkuj1cr8rzG7mGgBtZ87CUfoWU1MYX0cIT+740XqvnxxZg9XpLI+ZKs4dJ5fn+ex/4TvPR0uBPXH/+ITjFNZKanR3oKMJXg37ShUekVfdLB76Xig5IJZnG+0loIBRRoRFWzFrsUKGBUETLKQAAzJHQCKT2N7le8E7aWKn11dK2t4z3LL5aGjHflRCBf5XlSTunGa83HeXf96/XWxr5g7Tocil3jX/fC9UT21BK6eqamdHkdP6/BGoqMkE66ak/vv6qu5Sz2v1esyfZgWBlltBwV/GLoEbLKYQbs5ZTVGgAAEBCA8Gqz/OuXu6lh92vH1woZf0ipQ6wNKywtPVNqSzH/ZrNLjU5w/8x1O0hnb36jyeV87dKeeuk/d+75mzUpN8/vBffXGpxkasSq0F/yR4V6IiA0GYz+ThHOxaEIio0wgoJDYQbs+9rZmgAAEBCA8EqMl7q94r044XGe74fKCWkWxdTuDIaBi5JDYdJMfWtiyWusetVp5ukMVKXe6Xig1LmIqk4w7o4wlVkopQ60DXfBIB1TBMaVGggBJHQCCumMzRMnmQHghUtpwAAMEdCA8Er7QKp4VDp4HzjPWY32+F/ne4MdASudkdpYwIdBQD4j9kNXFpOIRSZJepIaIQcsyfSqdBAKGIoOAAA5vhpiOBls0kD3gt0FDAS18w1LwEA4F9mMwOo0EAookIjrNByCuHGtEKDP+MAACChgSCXkCalXxHoKOBO01EMfwYAK9ByCuHGNKFBAXqoIaGBcMNQcAAAzPHTEMGv20OSPSbQUeDPmp0X6AgAIDyYVWjQcgqhyGxuAk8vhxzTGRpmyS0gSJkOBWeGBgAAJDQQAhJbSb3/E+gocKx6faRmZwc6CgAID1RoINzQciqsmN3ApUIDoYiWUwAAmCOhgdDQ7gbp1C+l1FNoNRBIkYlSy4ulYd9KlEMDgDXMfu5RoYFQxFDwsELLKYQbhoIDAGCOO78IHc3Ocr0cZVJpbqCjCU/RdSXKoAHAWqZDwWnHghBEhUZYoeUUwo3ZDA1aTgEAQEIDocgeJcU2CHQUAABYw+wGLi2nEIrMbmKbJfgQlMxa7FChgVBEyykAAMxRrwgAABDMaDmFcEOFRlih5RTCDS2nAAAwx09DAACAYGbacoqEBkIQCY2wQkID4YaWUwAAmCOhAQAAEMzMKjRIaCAUmVUekdAIOaYzNExu/ALBigoNAADM8dMQAAAgmJlVaNByCqGICo2wYvZEOhUaCEXM0AAAwBwJDQAAgGBGhQbCDQmNsELLKYQbWk4BAGCOhAYAAEAwYyg4wo1ZQsOsYglBiYQGwg0tpwAAMMdPQwAAgGBm9kQ6FRoIRVRohBXTGRpm3wtAkKLlFAAA5khoAAAABDOzJ9K52YdQZJao42ZfyDG7gUuFBkIRFRoAAJjjpyEAAEAwY4YGwg0VGmGFllMIN8zQAADAHAkNAACAYGZWocEMDYQiEhphhYQGwg0tpwAAMEdCAwAAIJhRoYFwY5rQYCh4qDGdoWHyJDsQrGg5BQCAOX4aAgAABDOzG7hUaCAUUaERVsxa7FChgVBEyykAAMyR0AAAAAhmpkPBSWggBJkl6khohBxaTiHcUKEBAIA5fhoCAAAEM7MbuFRoIBRRoRFWTFtOmX0vAEGKGRoAAJgjoQEAABDMmKGBcENCI6yY3cClQgOhiJZTAACYI6EBAAAQzExbTvH0MkKQaUKDX29CDS2nEG5oOQUAgDl+GgIAAAQzKjQQbowSGrYIyWazNhb4HQkNhBtaTgEAYI6EBgAAQDAzq9BghgZCkVGijht9Icl0hoZJax4gWFGhAQCAOX4aAgAABDMqNBBuzCo0EHLMZgZQoYFQxAwNAADMkdAAAAAIZmYJDSo0EGqcTsnoJjYJjZBEyymEG1pOAQBgjoQGAABAMDO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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_vec = ['orange','green']\n",
    "for i in range(k):\n",
    "    plt.plot(profiles[i],c=color_vec[i], lw=5, label='snippt #{}'.format(i))\n",
    "\n",
    "plt.legend(loc='center right',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a55752df",
   "metadata": {},
   "source": [
    "As illustrated in the figure above, the MPdist profiles can provide useful insights about the the snippets. Note that the two profiles are mutually exclusive, when one in high, the other is low. These two profiles offer strong clues to the locations of potential time series snippets. They are both approximately “step” functions with their respective low region corresponding to a region that contains subsequences that are similar to the two query patterns."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82415b50",
   "metadata": {},
   "source": [
    "## Finding optimal k (number of snippets)\n",
    "\n",
    "To find the optimal number of snippets, a large enough k can be selected. Then, the area under the curve corresponding to each MPdist profile can be used to find the optimal number of snippets. Note that the maximum value one may select for `k` is $\\lfloor{\\frac{n}{m}}\\rfloor$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "85d9b2fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "k = len(T) //  m  # 10\n",
    "snippets, indices, profiles, fractions, areas, regimes = stumpy.snippets(T, m, k=k, s=s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c4cd3c03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(1, k+1), areas, tick_label=range(1,k+1))\n",
    "plt.xlabel(\"k\")\n",
    "plt.title('Profile Area')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bfed63b",
   "metadata": {},
   "source": [
    "As illustrated above, changing the number of snippets from k=1 to k=2 can significantly change the area under the curve; however, the change in the area is negligible from k=2 to k=3 and so forth. Therefore, the optimal number of snippets is two.\n",
    "\n",
    "To better observe the changes and find the optimal value , we can plot the Change-in-Profile-Area so that it can be used for our simple knee-finding algorithm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c8383c9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Change_in_Profile_Area = areas[:-1]/np.where(areas[1:]==0, np.nan, areas[1:]) - 1.0\n",
    "plt.bar(range(2, k + 1), Change_in_Profile_Area, tick_label=range(2, k + 1))\n",
    "plt.xlabel(\"k\")\n",
    "plt.title('Change in Profile Area')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "154345ed",
   "metadata": {},
   "source": [
    "As `k` gets closer to its maximum value, we can notice a jump in the `Change-in-Profile-Area`. This is because the formula of `Change-in-Profile-Area` has a denominator, which can result in a huge jump if the denominator is close to 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ed481c27",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
